notesum.ai

Published at November 2

Visual Fourier Prompt Tuning

cs.CV

cs.AI

Released Date: November 2, 2024

Authors: Runjia Zeng¹, Cheng Han², Qifan Wang³, Chunshu Wu⁴, Tong Geng⁴, Lifu Huang⁵, Ying Nian Wu⁶, Dongfang Liu¹

Aff.: ¹Rochester Institute of Technology; ²University of Missouri - Kansas City; ³Meta AI; ⁴University of Rochester; ⁵Virginia Tech; ⁶University of California, Los Angeles

Arxiv: http://arxiv.org/abs/2411.01327v1

Transform Type	Transform Dimension		VTAB-1k zhai2019large [19]
(Domain)	Sequence	Hidden	Natural [7]	Specialized [4]
FLL ( $\mathcal{S}$ )		✓	80.98%	84.02%
LLL ( $\mathcal{S}$ )		✓	80.54%	82.64%
FFT ( $\mathcal{F}$ ) + FDA ( $\mathcal{F}$ ) yang2020fda	✓	✓	80.90%	84.03%
FFT ( $\mathcal{F}$ )	✓	✓	81.35%	84.93%